:: Library Catalog

Saved in:

Bibliographic Details
Main Authors:	Halim, Jule Valendo, Wang, Siyi, Jia, Hong, Dang, Ting
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2505.18484
Tags:	Add Tag No Tags, Be the first to tag this record!

Iterative Prototype Refinement for Ambiguous Speech Emotion Recognition
by: Sun, Haoqin, et al.
Published: (2024)

Disentangling Reasoning in Large Audio-Language Models for Ambiguous Emotion Prediction
by: Yu, Xiaofeng, et al.
Published: (2026)

Scaling Ambiguity: Augmenting Human Annotation in Speech Emotion Recognition with Audio-Language Models
by: Zhang, Wenda, et al.
Published: (2026)

Decoding Ambiguous Emotions with Test-Time Scaling in Audio-Language Models
by: Jia, Hong, et al.
Published: (2026)

EMO-SUPERB: An In-depth Look at Speech Emotion Recognition
by: Wu, Haibin, et al.
Published: (2024)

Rethinking Continual Learning for Speech and Audio: A Representation-Centric Taxonomy and Open Problems
by: Xiao, Yang, et al.
Published: (2026)

E-BATS: Efficient Backpropagation-Free Test-Time Adaptation for Speech Foundation Models
by: Dong, Jiaheng, et al.
Published: (2025)

Why Can't They Remember? Uncovering Representation and Retrieval Bottlenecks in Multi-Turn Acoustic Memory
by: Xiao, Yang, et al.
Published: (2026)

Emotion Neural Transducer for Fine-Grained Speech Emotion Recognition
by: Shen, Siyuan, et al.
Published: (2024)

Word-Level Emotional Expression Control in Zero-Shot Text-to-Speech Synthesis
by: Wang, Tianrui, et al.
Published: (2025)

Adapting Where It Matters: Depth-Aware Adaptation for Efficient Multilingual Speech Recognition in Low-Resource Languages
by: Xiao, Yang, et al.
Published: (2026)

Dataset-Distillation Generative Model for Speech Emotion Recognition
by: Ritter-Gutierrez, Fabian, et al.
Published: (2024)

Speech Emotion Recognition with ASR Integration
by: Li, Yuanchao
Published: (2026)

Testing Correctness, Fairness, and Robustness of Speech Emotion Recognition Models
by: Derington, Anna, et al.
Published: (2023)

Speech Emotion Recognition Using Fine-Tuned DWFormer:A Study on Track 1 of the IERPChallenge 2024
by: Wang, Honghong, et al.
Published: (2025)

PCQ: Emotion Recognition in Speech via Progressive Channel Querying
by: Wang, Xincheng, et al.
Published: (2024)

Phone-purity Guided Discrete Tokens for Dysarthric Speech Recognition
by: Wang, Huimeng, et al.
Published: (2025)

Enhancing Large Language Model-based Speech Recognition by Contextualization for Rare and Ambiguous Words
by: Nozawa, Kento, et al.
Published: (2024)

THAI Speech Emotion Recognition (THAI-SER) corpus
by: Wongpithayadisai, Jilamika, et al.
Published: (2025)

EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition
by: Li, Pengcheng, et al.
Published: (2025)

Emotion-Aware Contrastive Adaptation Network for Source-Free Cross-Corpus Speech Emotion Recognition
by: Zhao, Yan, et al.
Published: (2024)

Investigating Polyglot Speech Foundation Models for Learning Collective Emotion from Crowds
by: Phukan, Orchid Chetia, et al.
Published: (2025)

Semantic-Emotional Resonance Embedding: A Semi-Supervised Paradigm for Cross-Lingual Speech Emotion Recognition
by: Zhao, Ya, et al.
Published: (2026)

On-the-fly Routing for Zero-shot MoE Speaker Adaptation of Speech Foundation Models for Dysarthric Speech Recognition
by: HU, Shujie, et al.
Published: (2025)

EmoQ: Speech Emotion Recognition via Speech-Aware Q-Former and Large Language Model
by: Yang, Yiqing, et al.
Published: (2025)

Structured Speaker-Deficiency Adaptation of Foundation Models for Dysarthric and Elderly Speech Recognition
by: Hu, Shujie, et al.
Published: (2024)

Diffusion-based Speech Enhancement with Schrödinger Bridge and Symmetric Noise Schedule
by: Wang, Siyi, et al.
Published: (2024)

Reducing the Gap Between Pretrained Speech Enhancement and Recognition Models Using a Real Speech-Trained Bridging Module
by: Cui, Zhongjian, et al.
Published: (2025)

SELM: Enhancing Speech Emotion Recognition for Out-of-Domain Scenarios
by: Bukhari, Hazim, et al.
Published: (2024)

Exploring Local Interpretable Model-Agnostic Explanations for Speech Emotion Recognition with Distribution-Shift
by: Hjuler, Maja J., et al.
Published: (2025)

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition
by: Zhao, Jiaqi, et al.
Published: (2024)

Are Mamba-based Audio Foundation Models the Best Fit for Non-Verbal Emotion Recognition?
by: Akhtar, Mohd Mujtaba, et al.
Published: (2025)

Machine Unlearning in Speech Emotion Recognition via Forget Set Alone
by: Ren, Zhao, et al.
Published: (2025)

RawTFNet: A Lightweight CNN Architecture for Speech Anti-spoofing
by: Xiao, Yang, et al.
Published: (2025)

Scaling Auditory Cognition via Test-Time Compute in Audio Language Models
by: Dang, Ting, et al.
Published: (2025)

Improving Speech Emotion Recognition Through Cross Modal Attention Alignment and Balanced Stacking Model
by: Ueda, Lucas, et al.
Published: (2025)

PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models
by: Feng, Tiantian, et al.
Published: (2023)

Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech
by: Lin, Guan-Ting, et al.
Published: (2024)

Multi-Loss Learning for Speech Emotion Recognition with Energy-Adaptive Mixup and Frame-Level Attention
by: Wang, Cong, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"8d2da52e69c6948fd979ef4a64c22404"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784674675.2396 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "8d2da52e69c6948fd979ef4a64c22404" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=8d2da52e69c6948fd979ef4a64c22404; language=en; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.85"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"64978"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2505_18484/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2505_18484/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784674675.2353
REQUEST_TIME	1784674675

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"8d2da52e69c6948fd979ef4a64c22404"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784674675.2396 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "8d2da52e69c6948fd979ef4a64c22404" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=8d2da52e69c6948fd979ef4a64c22404; language=en; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.85"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"64978"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2505_18484/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2505_18484/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784674675.2353
REQUEST_TIME	1784674675

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: